Triple

T7460971
Position Surface form Disambiguated ID Type / Status
Subject Debt Collection Improvement Act of 1996 E176246 entity
Predicate relatedTo P37 FINISHED
Object Federal Claims Collection Standards
The Federal Claims Collection Standards are government-wide regulations that establish uniform policies and procedures for federal agencies to collect, compromise, suspend, and terminate the collection of debts owed to the United States.
E666580 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Federal Claims Collection Standards | Statement: [Debt Collection Improvement Act of 1996, relatedTo, Federal Claims Collection Standards]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Federal Claims Collection Standards
Context triple: [Debt Collection Improvement Act of 1996, relatedTo, Federal Claims Collection Standards]
  • A. Fair Debt Collection Practices Act
    The Fair Debt Collection Practices Act is a U.S. federal law that protects consumers from abusive, deceptive, and unfair debt collection practices by regulating how third-party debt collectors may conduct their business.
  • B. Debt Collection Improvement Act of 1996
    The Debt Collection Improvement Act of 1996 is a U.S. federal law that strengthened the government’s ability to collect delinquent non-tax debts by standardizing collection practices, expanding administrative offset, and promoting the use of centralized debt management systems.
  • C. False Claims Act
    The False Claims Act is a U.S. federal law that imposes liability on individuals and companies who defraud government programs, notably allowing whistleblowers to file actions on the government's behalf.
  • D. Rules of the United States Court of Federal Claims
    The Rules of the United States Court of Federal Claims are a specialized set of procedural rules governing how monetary claims against the U.S. federal government are litigated in that court.
  • E. False Claims Amendments Act of 1986
    The False Claims Amendments Act of 1986 is a major U.S. federal law that strengthened the government’s ability to combat fraud against federal programs by expanding whistleblower (qui tam) provisions and increasing penalties for false claims.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Federal Claims Collection Standards
Triple: [Debt Collection Improvement Act of 1996, relatedTo, Federal Claims Collection Standards]
Generated description
The Federal Claims Collection Standards are government-wide regulations that establish uniform policies and procedures for federal agencies to collect, compromise, suspend, and terminate the collection of debts owed to the United States.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Federal Claims Collection Standards
Target entity description: The Federal Claims Collection Standards are government-wide regulations that establish uniform policies and procedures for federal agencies to collect, compromise, suspend, and terminate the collection of debts owed to the United States.
  • A. Fair Debt Collection Practices Act
    The Fair Debt Collection Practices Act is a U.S. federal law that protects consumers from abusive, deceptive, and unfair debt collection practices by regulating how third-party debt collectors may conduct their business.
  • B. Debt Collection Improvement Act of 1996
    The Debt Collection Improvement Act of 1996 is a U.S. federal law that strengthened the government’s ability to collect delinquent non-tax debts by standardizing collection practices, expanding administrative offset, and promoting the use of centralized debt management systems.
  • C. False Claims Act
    The False Claims Act is a U.S. federal law that imposes liability on individuals and companies who defraud government programs, notably allowing whistleblowers to file actions on the government's behalf.
  • D. Rules of the United States Court of Federal Claims
    The Rules of the United States Court of Federal Claims are a specialized set of procedural rules governing how monetary claims against the U.S. federal government are litigated in that court.
  • E. False Claims Amendments Act of 1986
    The False Claims Amendments Act of 1986 is a major U.S. federal law that strengthened the government’s ability to combat fraud against federal programs by expanding whistleblower (qui tam) provisions and increasing penalties for false claims.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69c69f21632481908bf83f6c6da897e3 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f3d6cf8c8190a31cac121d151d78 completed March 27, 2026, 9:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8345f629c8190889081e18bdfe6f7 completed March 28, 2026, 8:04 p.m.
NEDg Description generation batch_69c835279b108190b32415c2e3d92c6d completed March 28, 2026, 8:08 p.m.
NED2 Entity disambiguation (via description) batch_69c835d2474081908ec1e93c1ced0b1f completed March 28, 2026, 8:10 p.m.
Created at: March 27, 2026, 3:38 p.m.